Hands-on Spring AI

Fu Cheng

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Table of Contents

Spring AI Basics

Getting Started
Chat Completion
Conversation and chat memory
Tool
Streaming Chat Completion
Structured Output Converter
Multimodal Input
- Media
- Image Understanding

Retrieval-Augmented Generation

RAG Introduction
- Reduce Hallucinations
- Naive RAG
Embedding Model
Documents
Vector Store
RAG
- Simple RAG
Modular RAG
RAG Examples
- Text-to-SQL
- PDF Q&A

MCP

MCP Introduction
Quick Start
MCP Server
MCP Client
- Roots
- Sampling
MCP Annotations
MCP Examples
- File System MCP Server
- Database MCP Server

Agent

Agent Introduction
- Cooking Suggestion Agent
Agent Components
Agentic Patterns
Agent Development
Agent Skills

AI Application Infrastructure

Observability
AG-UI

Source Code and Materials

Hands-on Spring AI/Spring AI Basics/Conversation and chat memory

Conversation and chat memory

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From single requests to conversations

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ChatMemory

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Memory strategy and repository

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Window size and context budget

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MessageChatMemoryAdvisor

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A conversational REST API

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Test a follow-up question

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Clear a conversation

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Persistent memory

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Memory and complete chat history

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Failures and concurrent requests

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Summary

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In this chapter

Conversation and chat memory
From single requests to conversations
ChatMemory
MessageChatMemoryAdvisor
A conversational REST API
Persistent memory
Failures and concurrent requests
Summary